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Update README.md

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  |-----------------------------------------------|-----------------|------------------|----------------|---------------------------------------------------------------------------|
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  | Flash-Attention 2.7.4.post1 | 3.12 | 2.8.0.dev | 12.8.1 | [Dao-AILab/flash-attention](https://github.com/Dao-AILab/flash-attention) |
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  | Flash-Attention 3 (pending official release) | 3.12 | 2.8.0.dev | 12.8.1 | INSERT |
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- | Sage-Attention 2++ (pending official release) | 3.12 | 2.8.0.dev | 12.8.1 | INSERT |
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  | Sage-Attention 3 (pending official release) | 3.12 | 2.8.0.dev | 12.8.1 | INSERT |
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  | INSERT | INSERT | INSERT | INSERT | INSERT |
 
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  |-----------------------------------------------|-----------------|------------------|----------------|---------------------------------------------------------------------------|
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  | Flash-Attention 2.7.4.post1 | 3.12 | 2.8.0.dev | 12.8.1 | [Dao-AILab/flash-attention](https://github.com/Dao-AILab/flash-attention) |
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  | Flash-Attention 3 (pending official release) | 3.12 | 2.8.0.dev | 12.8.1 | INSERT |
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+ | Sage-Attention 2++ (pending official release) | 3.12 | 2.8.0.dev | 12.8.1 | [jt-zhang/SageAttention2_plus](https://huggingface.co/jt-zhang/SageAttention2_plus) |
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  | Sage-Attention 3 (pending official release) | 3.12 | 2.8.0.dev | 12.8.1 | INSERT |
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  | INSERT | INSERT | INSERT | INSERT | INSERT |